Index › Finance › Receivables and billing › Rebate management › Small business · November 2026 Edition
Rebate management for small business buyers
Asked as “rebate management platform”, and as “trade rebate and incentive tracking software”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
42%
Clear leader
42incentX23Enable17e-bate19others
42% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: incentX (42%) replaces e-bate (26% then, 17% now), 25 points clear, past the 10-point floor.incentX leads at 42%, replacing e-bate, which led at 26% and stands at 17% now: 25 points clear, past the floor. The verdict moved from contested to clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
incentX42%Clear leader↗new leaderNew leader since October 2026: incentX (42%) replaces e-bate (26% then, 17% now), 25 points clear, past the 10-point floor.This pageMid-market
Enable48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.Standing →EnterpriseEnable63%Clear leader▲+6Since October 2026: 57% → 63%, +6 points. Inside the 10-point floor: within noise.Standing →
incentX42%Clear leader↗new leaderNew leader since October 2026: incentX (42%) replaces e-bate (26% then, 17% now), 25 points clear, past the 10-point floor.This pageMid-marketEnable48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.Standing →EnterpriseEnable63%Clear leader▲+6Since October 2026: 57% → 63%, +6 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01incentX42%4%47endorsed leader▲+29Since October 2026: 13% → 42%, +29 points. Past the 10-point floor: movement.13% → 42%
incentX42%4%47endorsed leader▲+29Since October 2026: 13% → 42%, +29 points. Past the 10-point floor: movement.13% → 42%02Enable23%25%65accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.20% → 23%
Enable23%25%65accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.20% → 23%03
e-bate17%3%31accepted challenger▼−9Since October 2026: 26% → 17%, −9 points. Inside the 10-point floor: within noise.26% → 17%
e-bate17%3%31accepted challenger▼−9Since October 2026: 26% → 17%, −9 points. Inside the 10-point floor: within noise.26% → 17%04
Voucherify4%0%18accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 10-point floor: movement.17% → 4%
Voucherify4%0%18accepted challenger▼−13Since October 2026: 17% → 4%, −13 points. Past the 10-point floor: movement.17% → 4%Show the seven products at 0%, ordered by negative rate
09
Model N0%93%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Model N0%93%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Vistex0%81%47criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Vistex0%81%47criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Vendavo0%76%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Vendavo0%76%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
Pricefx0%59%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Pricefx0%59%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
SolveXia0%50%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SolveXia0%50%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%06
Salesforce Revenue Cloud0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Salesforce Revenue Cloud0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%05
Phocas Software0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Phocas Software0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Enable vs VoucherifyEnable vs 360insightsEnable vs Phocas SoftwareEnable vs SolveXiaincentX vs e-bateincentX vs PricefxincentX vs VoucherifyincentX vs 360insightsincentX vs Phocas SoftwareincentX vs SolveXiae-bate vs Pricefxe-bate vs Voucherifye-bate vs 360insightse-bate vs Phocas Softwaree-bate vs SolveXiaPricefx vs VoucherifyPricefx vs 360insightsPricefx vs Phocas SoftwarePricefx vs SolveXiaVoucherify vs 360insightsVoucherify vs Phocas SoftwareVoucherify vs SolveXia360insights vs Phocas Software360insights vs SolveXiaPhocas Software vs SolveXia
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01incentX42%
incentX42%02Enable23%
Enable23%03e-bate17%
e-bate17%04Voucherify4%
Voucherify4%05Phocas Software0%
Phocas Software0%06Salesforce Revenue Cloud0%
Salesforce Revenue Cloud0%07SolveXia0%
SolveXia0%08Pricefx0%
Pricefx0%09Model N0%
Model N0%10Vendavo0%
Vendavo0%11Vistex0%
Vistex0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Vistex81%
38 of 47 labels negative · 13 of 14 models · 19 hard negative
“Avoid over-engineering: Solutions like Vistex offer deep enterprise incentive management but reviews consistently cite difficult implementations and steep learning curves—likely too heavy for a 30-person team.” Kimi K2, scale prompt
Vendavo76%
26 of 34 labels negative · 12 of 14 models · 11 hard negative
“What to Avoid Larger enterprise platforms like Vendavo, Salesforce, and Vistex are generally not ideal for small budgets.” Claude Haiku 4.5, budget prompt
Pricefx59%
16 of 27 labels negative · 9 of 14 models · 5 hard negative
“powerful platforms, but they're generally aimed at organizations with more advanced pricing/rebate operations” GPT-5.4 mini, negative prompt
Model N93%
13 of 14 labels negative · 7 of 14 models · 7 hard negative
“Generally avoid unless operating in life sciences... It is excessive for ordinary distributor or manufacturer rebates.” Perplexity Sonar, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 938 links across 110 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G263 answers · 145 citations · 14 models
vendor site · Enable57 answers · 92 citations · 13 models
vendor site · Sourceforge50 answers · 106 citations · 11 models
vendor site · incentX48 answers · 101 citations · 12 models
32 answers · 32 citations · 11 models
vendor site · Level 631 answers · 34 citations · 11 models
22 answers · 23 citations · 10 models
20 answers · 20 citations · 10 models
17 answers · 20 citations · 10 models
vendor site · Guideflow15 answers · 15 citations · 6 models
14 answers · 15 citations · 6 models
vendor site · Vistaar14 answers · 15 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
54 answers · 13 models
42 answers · 12 models
39 answers · 12 models
32 answers · 11 models
30 answers · 11 models
25 answers · 9 models
21 answers · 9 models
20 answers · 10 models
19 answers · 10 models
16 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best rebate management platform”, “rebate management platform”, “rebate management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| incentX incentx.com | 42% | 102 | 30 | 0 | 854 | 3 | ||
| Enable enable.com | 23% | 190 | 49,500 | 180,327 | 13,670 | $106 | 9 | |
| e-bate e-bate.io | 17% | 61 | 20 | 45 | 944 | 2 | ||
| Voucherify voucherify.io | 4% | 33 | 390 | 3 | 15,008 | |||
| Band joinband.com | 4% | 10 | ||||||
| BlackCurve Rebate Management blackcurve.com | 2% | 8 | ||||||
| B2B Rebate Manager | 2% | |||||||
| Phocas Rebates phocassoftware.com Phocas Rebates 2%, Phocas Software 0% | 2% | 42 | 1,600 | 5 | 14,159 | 43 | ||
| Qcommission | 2% | |||||||
| Rebate Ninja | 2% |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (e-bate.io, incentx.com, sourceforge.net, vistaar.com). The first result for “best rebate management platform” is vendavo.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best rebate management platform for a small B2B company?”Paraphrase“Which trade rebate and incentive tracking software would you recommend to a small business that sells to other businesses?”Comparative“What are the top rebate management platforms for a small team and how do they differ?”Budget-constrained“What is the best rebate management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a rebate management platform. What should we look at?”Negative“Which rebate management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5incentXagainst: Salesforce Revenue CloudincentXHeldVoucherify, e-batee-bateagainst: Salesforce Revenue Cloud, Vendavo, Vistexno first choiceagainst: Model N, Salesforce Rebate Management, SolveXia, Vendavo, Vistex
One alternative
EnableThree alternatives
360insights, IMA360, Vistaar SmartRebatesFour alternatives
360insights, Enable, IMA360, PricefxTwo alternatives
Channel Fusion, incentXGPT-5.4 miniEnableagainst: VistexEnableHeldagainst: Model N, Vistex, incentXEnableagainst: Model N, Phocas Software, Vendavo, Vistexe-bateagainst: Channelscalerno first choiceagainst: Conga, Pricefx, Syncron, Vendavo, Vistaar SmartRebates, Vistex, Zilliant
Three alternatives
Channel Fusion, Voucherify, e-bateThree alternatives
Phocas Software, Salesforce Channel Revenue Management, TradeNet DealsTwo alternatives
Voucherify, e-bateOne alternative
EnableGemini 3.5 FlashEnableagainst: Model N, Pricefx, Vendavo, VistexEnableHeldagainst: PROS, VistexincentXagainst: Model N, Vistexe-bateagainst: Model N, Vendavo, VistexEnable, Flintfoxagainst: Model N, Vistex, Zilliantagainst: Flintfox, Model N, Pricefx, Vendavo, Vistex, Zilliant
Three alternatives
Phocas Software, Voucherify, incentXFour alternatives
360insights, Phocas Software, Salesforce Rebate Management, incentXThree alternatives
Enable, Salesforce Rebate Management, e-bateFour alternatives
Enable, Phocas Software, Voucherify, incentXThree alternatives
Dynamics 365 Native Features, NetSuite Rebate Management Module, PerformioPerplexity SonarBlackCurve Rebate Managementagainst: Enable, VendavoBandChangedagainst: EnableBlackCurveagainst: Enable, Pricefxe-bateagainst: Enable, Vendavo, Vistexno first choiceagainst: Enable, Flintfox, Model N, Salesforce-based solutions, SolveXia, Vendavo, Vistex
Three alternatives
Fielo Rebates, Voucherify, e-bateTwo alternatives
RebateLedger, TradeNet DealsFour alternatives
Channel Fusion, Fielo, Voucherify, e-bateTwo alternatives
Voucherify, your existing ERP or accounting systemGrok 4.20incentXagainst: Pricefx, Vendavo, VistexincentXHeldagainst: Salesforce Channel Revenue ManagementEnable, e-bateagainst: Model N, Pricefx, Vendavo, Vistexe-bateagainst: Enable, Level 6, Model N, Pricefx, Vendavo, Vistex, incentXEnableagainst: Vistexagainst: DataRebate, Enable, RepeatMD, Vistex
Four alternatives
Channelscaler, Enable, SolveXia, VoucherifyTwo alternatives
Level 6, SolveXiaFour alternatives
Channelscaler, Phocas Software, SolveXia, incentXTwo alternatives
Channelscaler, VoucherifyOne alternative
SolveXiaMistral SmallEnable, incentXEnable, incentXHeldEnable, e-batee-bate, incentXagainst: Enable, Salesforce Revenue Cloudno first choiceagainst: Enable, Model N, SolveXia, Vistex
One alternative
BlackCurve Rebate ManagementTwo alternatives
Phocas Software, VendavoFour alternatives
Phocas Software, Salesforce Revenue Cloud, SolveXia, incentXDeepSeek V4 FlashincentXagainst: Pricefx, SolveXia, Vendavo, VistexincentXHeldagainst: Vistexe-bate, incentXagainst: EnableincentXagainst: Enable, Salesforce Rebate Management, Vendavo, Vistexno first choiceagainst: Enable, ShipmentsFree, Vistex
Three alternatives
Band, Enable, e-bateThree alternatives
Band, Enable, Rebates-OnThree alternatives
Channelscaler, Flintfox, VoucherifyTwo alternatives
Microsoft Dynamics 365 Supply Chain Management, NetSuite’s Rebate Management SuiteApp / BundlesLlama 4 MaverickincentXincentXHeldno first choiceincentXno first choiceagainst: SolveXia
One alternative
BlackCurve Rebate ManagementTwo alternatives
Enable, VistexQwen 3.7 FlashQcommissionagainst: SAP VistexRebate NinjaChangedagainst: Vistex, ZencisEnable, incentXagainst: Pricefx, Vendavo, VistexincentXagainst: Salesforce CPQ, Vistexno first choiceagainst: Pricefx, SAP Vistex, Vendavo
Two alternatives
Enable, incentXOne alternative
EnableFour alternatives
Airtable, Smartsheet, SolveXia, VoucherifyTwo alternatives
Voucherify, e-bateKimi K2incentXagainst: Pricefx, VistexEnable, Phocas RebatesChangedRebates-On, incentXincentXEnableagainst: Vistexagainst: Flintfox, Model N, Salesforce Revenue Cloud, Vendavo, Vistex
Two alternatives
Enable, ExcelOne alternative
incentXTwo alternatives
Enable, e-bateTwo alternatives
Enable, SpreadsheetsThree alternatives
Band, BlackCurve, Wiser PromotionsGLM 4.7 FlashXincentXagainst: SolveXiaincentXHeldEnable, incentXagainst: Vendavo, VistexVoucherifyno first choiceagainst: Epicor Prophet 21 rebate features, Infor CloudSuite Distribution rebate functions, Microsoft Dynamics 365 Supply Chain Management rebate capabilities, NetSuite with Oracle's rebate SuiteApp, Pricefx, SolveXia, Vendavo, Vistex, e-bate
One alternative
EnableThree alternatives
NextBee, Pricefx, Salesforce Rebate ManagementTwo alternatives
Phocas Software, Salesforce Revenue CloudThree alternatives
Channel Fusion, e-bate, incentXMiniMax M2.5Enable, incentXagainst: Vendavo, VistexEnableChangedEnableagainst: VistexVoucherify, e-bateno first choiceagainst: Kerridge K8, PriceWise/Flintfox, RebatePros, RepeatRewards
One alternative
PricefxFour alternatives
Conga Rebate Management, Pricefx, Vistaar SmartRebates, incentXThree alternatives
BlackCurve, Fielo, SAP Incentive AdministrationTwo alternatives
Channel Fusion, incentXGPT-6 Lunae-bateB2B Rebate ManagerChangedEnable, e-bateagainst: IMA360Band, e-bateagainst: Rebbyno first choiceagainst: Enable, Vendavo, Vistex
One alternative
EnableTwo alternatives
Band, e-bateTwo alternatives
Rebates-On, SnippOne alternative
B2B Rebate ManagerMuse Glimmer 30BincentXagainst: Enable, Pricefx, SolveXia, Vendavo, VistexincentXHeldEnable, e-bateagainst: Pricefx, VendavoincentXagainst: Enable, Pricefx, SolveXia, Vendavo, Vistexno first choiceagainst: Enable, Fast Track Reclaim, Phocas Software, Pricefx, Tax Credits Ltd, Vendavo, Vistex
One alternative
BandThree alternatives
Enable, Microsoft Dynamics 365 Supply Chain Management, NetSuite with Oracle's rebate SuiteAppThree alternatives
Salesforce Revenue Cloud, SolveXia, incentXOne alternative
Rebates-OnBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:55 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:19 | yes | 9 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:20 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 15 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:32 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:13 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:31 | yes | 10 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 23 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 22 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:13 | yes | 9 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:08 | yes | 10 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:03 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:42 | yes | 7 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:41 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 13 | 38 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:31 | yes | 18 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:11 | yes | 15 | 55 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 9 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:10 | yes | 23 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 22 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | yes | 14 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:40 | yes | 16 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:03 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 22 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | yes | 9 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:57 | yes | 15 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 19 | 74 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:57 | yes | 23 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:04 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 20 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:38 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:25 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:53 | yes | 6 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:50 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 24 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:25 | yes | 20 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 20 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:38 | yes | 20 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 23 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | yes | 8 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:47 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:17 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:18 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:04 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:51 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 13 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:21 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:45 | yes | 8 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 12 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:43 | yes | 11 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:48 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:14 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:41 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:55 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 18 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:29 | yes | 10 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 23 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | yes | 18 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:08 | yes | 23 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:40 | yes | 22 | 139 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 19 | 56 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:51 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:21 | yes | 22 | 36 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as NetSuite’s Rebate Management SuiteApp / Bundles
Salesforce read as Salesforce Revenue Cloud
Salesforce (with rebate management add-ons) read as Salesforce Revenue Cloud
Salesforce Rebate Mgmt read as Salesforce Rebate Management
Vistaar read as Vistaar SmartRebates
Unresolved, counted raw
Conga Rebate Management
Corevist
DataRebate
DataWorks
Dynamics 365 Native Features
Epicor Prophet 21 rebate features
Fast Track Reclaim
Infor CloudSuite Distribution rebate functions
Kerridge K8
Microsoft Dynamics 365 Supply Chain Management rebate capabilities
Model
NetSuite Rebate Management Module
Paygos
PriceWise/Flintfox
Qcommission
RebateBuilder
RebateLedger
Rebby
RepeatMD
RepeatRewards
Rewardful
Salesforce-based solutions
ShipmentsFree
Snipp
Tax Credits Ltd
Tesseron
Vendori
Zencis
your existing ERP or accounting system
Discontinued, still offered
No shut-down product was recommended here.